Research Article
Predicting Days on Market to Optimize Real Estate Sales Strategy
Table 8
Model comparison—performance measures.
| Model | RMSE | MAE | MDAE | R2 | Explained variance score |
| Random forest | 0. 073 | 0.0399 | 0. 0202 | 0. 3625 | 17.5037 | Elastic Net | 0.065 | 0.0341 | 0. 0176 | 0.1983 | 9.5736 | Lasso | 0.064 | 0.0340 | 0.0177 | 0.1832 | 8.8431 | Ridge | 0.065 | 0.0341 | 0. 0176 | 0.1942 | 9.3746 | ANN | 0.065 | 0.0339 | 0.0160 | 0.2 | 9.6594 | K-NN | 0.064 | 0.0331 | 0.0155 | 0.2394 | 11.5575 | SVR | 0.066 | 0.0396 | 0.0321 | 0.0761 | 3.6757 |
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